2weekkob/week2_analysis.ipynb
2025-03-30 15:29:42 +03:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "1bf5d131-b62c-453c-9be5-639a480182de",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Первый взгляд на данные:\n",
" Имя Возраст Баллы\n",
"0 Саня 17 70\n",
"1 Антон 18 75\n",
"2 Гриша 19 80\n",
"3 Соня 20 85\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 4 entries, 0 to 3\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Имя 4 non-null object\n",
" 1 Возраст 4 non-null int64 \n",
" 2 Баллы 4 non-null int64 \n",
"dtypes: int64(2), object(1)\n",
"memory usage: 228.0+ bytes\n",
"None\n",
" Возраст Баллы\n",
"count 4.000000 4.000000\n",
"mean 18.500000 77.500000\n",
"std 1.290994 6.454972\n",
"min 17.000000 70.000000\n",
"25% 17.750000 73.750000\n",
"50% 18.500000 77.500000\n",
"75% 19.250000 81.250000\n",
"max 20.000000 85.000000\n",
"Имя 0\n",
"Возраст 0\n",
"Баллы 0\n",
"dtype: int64\n"
]
}
],
"source": [
"import pandas as pd\n",
"\n",
"# Создадим DataFrame\n",
"data = {\n",
" \"Имя\": [\"Саня\", \"Антон\", \"Гриша\", \"Соня\"],\n",
" \"Возраст\": [17, 18, 19, 20],\n",
" \"Баллы\": [70, 75, 80, 85]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"print(\"Первый взгляд на данные:\")\n",
"print(df.head())\n",
"print(df.info())\n",
"print(df.describe())\n",
"print(df.isnull().sum())"
]
},
{
"cell_type": "markdown",
"id": "94129f72-0e34-4599-8071-1e3ce5299cce",
"metadata": {},
"source": [
"Изучил работу с таблицами в pandas"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b81ea25d-4501-4192-b4ef-3884354569b7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Саня</td>\n",
" <td>17</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Антон</td>\n",
" <td>18</td>\n",
" <td>75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Гриша</td>\n",
" <td>19</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Соня</td>\n",
" <td>20</td>\n",
" <td>85</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы\n",
"0 Саня 17 70\n",
"1 Антон 18 75\n",
"2 Гриша 19 80\n",
"3 Соня 20 85"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"data = {\n",
" \"Имя\": [\"Саня\", \"Антон\", \"Гриша\", \"Соня\"],\n",
" \"Возраст\": [17, 18, 19, 20],\n",
" \"Баллы\": [70, 75, 80, 85]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"df # DataFrame выведется как последняя строка"
]
},
{
"cell_type": "markdown",
"id": "6c70dd8f-f668-41a9-b062-a395faca85b4",
"metadata": {},
"source": [
"Поместил df в последнюю строчку блока"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "05611a35-2f5b-4479-8139-bbebefc13a85",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" <th>Баллы с бонусом</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Саня</td>\n",
" <td>17</td>\n",
" <td>70</td>\n",
" <td>77.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Антон</td>\n",
" <td>18</td>\n",
" <td>75</td>\n",
" <td>82.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Гриша</td>\n",
" <td>19</td>\n",
" <td>80</td>\n",
" <td>88.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Соня</td>\n",
" <td>20</td>\n",
" <td>85</td>\n",
" <td>93.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы Баллы с бонусом\n",
"0 Саня 17 70 77.0\n",
"1 Антон 18 75 82.5\n",
"2 Гриша 19 80 88.0\n",
"3 Соня 20 85 93.5"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"data = {\n",
" \"Имя\": [\"Саня\", \"Антон\", \"Гриша\", \"Соня\"],\n",
" \"Возраст\": [17, 18, 19, 20],\n",
" \"Баллы\": [70, 75, 80, 85]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"df[\"Баллы с бонусом\"] = df[\"Баллы\"] * 1.1 # Новый столбец\n",
"df"
]
},
{
"cell_type": "markdown",
"id": "47481b71-579a-4e52-825d-6a1310eaaff9",
"metadata": {},
"source": [
"Добавил новый столбец с вычисляемыми значениями"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f928be84-d116-4dd7-bc8b-341c31db7285",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th colspan=\"3\" halign=\"left\">Баллы</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>max</th>\n",
" <th>count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Возраст</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>70.0</td>\n",
" <td>70</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>75.0</td>\n",
" <td>75</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>80.0</td>\n",
" <td>80</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>85.0</td>\n",
" <td>85</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Баллы \n",
" mean max count\n",
"Возраст \n",
"17 70.0 70 1\n",
"18 75.0 75 1\n",
"19 80.0 80 1\n",
"20 85.0 85 1"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"data = {\n",
" \"Имя\": [\"Саня\", \"Антон\", \"Гриша\", \"Соня\"],\n",
" \"Возраст\": [17, 18, 19, 20],\n",
" \"Баллы\": [70, 75, 80, 85]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"# Группировка по возрасту и агрегация баллов\n",
"df.groupby(\"Возраст\").agg({\n",
" \"Баллы\": [\"mean\", \"max\", \"count\"]\n",
"})"
]
},
{
"cell_type": "markdown",
"id": "a118ad0a-e5b7-4371-8fd2-1784400fa221",
"metadata": {},
"source": [
"Применил .groupby() и .agg()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3db8ed85-765b-4d73-9064-973df22dc925",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Гриша</td>\n",
" <td>19</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Соня</td>\n",
" <td>20</td>\n",
" <td>85</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы\n",
"2 Гриша 19 80\n",
"3 Соня 20 85"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"data = {\n",
" \"Имя\": [\"Саня\", \"Антон\", \"Гриша\", \"Соня\"],\n",
" \"Возраст\": [17, 18, 19, 20],\n",
" \"Баллы\": [70, 75, 80, 85]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"# Фильтр по возрасту (в данном случае ни одна запись не подходит)\n",
"df[df[\"Возраст\"] > 18] # Вернет Гришу (19) и Соню (20)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c7cfd6ca-d808-49fc-97f6-1b28f86d91fa",
"metadata": {},
"outputs": [],
"source": [
" Фильтрую записи по условиям"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "5429acf9-d3af-41b3-a2d0-11fa8a6e1759",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Двумерный массив:\n",
"[[1 2]\n",
" [3 4]]\n",
"\n",
"Сумма по столбцам: [4 6]\n",
"Сумма по строкам: [3 7]\n",
"Максимальный элемент: 4\n",
"Форма массива: (2, 2)\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"# Создаем двумерный массив 2x2\n",
"arr_2d = np.array([[1, 2], [3, 4]])\n",
"\n",
"print(\"Двумерный массив:\")\n",
"print(arr_2d)\n",
"\n",
"print(\"\\nСумма по столбцам:\", np.sum(arr_2d, axis=0)) # [4 6]\n",
"print(\"Сумма по строкам:\", np.sum(arr_2d, axis=1)) # [3 7]\n",
"print(\"Максимальный элемент:\", arr_2d.max()) # 4\n",
"print(\"Форма массива:\", arr_2d.shape) # (2, 2)"
]
},
{
"cell_type": "markdown",
"id": "243dcad5-5672-44d6-a567-a3f2f9411520",
"metadata": {},
"source": [
"Создание двумерного массива и базовые операции"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ae18ba15-bad0-49d0-9310-23bbc0d821ba",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"linspace(0, 10, 5): [ 0. 2.5 5. 7.5 10. ]\n",
"\n",
"Случайные числа (randn):\n",
" [[ 0.20807533 -0.08073412 0.92821057]\n",
" [-1.0515938 -0.33027889 1.43889297]]\n",
"\n",
"Результат np.dot():\n",
" [[19 22]\n",
" [43 50]]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"# Создаем массив из 5 равномерно распределенных чисел от 0 до 10\n",
"lin_arr = np.linspace(0, 10, 5)\n",
"print(\"linspace(0, 10, 5):\", lin_arr) # [ 0. 2.5 5. 7.5 10. ]\n",
"\n",
"# Создаем массив 2x3 со случайными числами из нормального распределения\n",
"rand_arr = np.random.randn(2, 3)\n",
"print(\"\\nСлучайные числа (randn):\\n\", rand_arr)\n",
"\n",
"# Матричное умножение (dot product)\n",
"a = np.array([[1, 2], [3, 4]])\n",
"b = np.array([[5, 6], [7, 8]])\n",
"dot_product = np.dot(a, b)\n",
"print(\"\\nРезультат np.dot():\\n\", dot_product)\n",
"# [[19 22]\n",
"# [43 50]]"
]
},
{
"cell_type": "markdown",
"id": "21a28df0-a22c-4681-84d9-54a7accc36a1",
"metadata": {},
"source": [
"Использование np.linspace(), np.random.randn() и np.dot()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "a816dc1b-f79f-447b-b7b1-4639e2fcff3a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"x = np.linspace(-5, 5, 200) # Изменил диапазон\n",
"\n",
"plt.plot(x, np.sin(x), color='red', linewidth=2, label='sin(x)')\n",
"plt.plot(x, 0.5*np.cos(2*x), color='green', linestyle='--', label='0.5cos(2x)')\n",
"plt.plot(x, np.arctan(x), color='blue', label='arctan(x)')\n",
"\n",
"plt.xlabel(\"Ось X\", fontsize=12)\n",
"plt.ylabel(\"Ось Y\", fontsize=12)\n",
"plt.title(\"Сравнение функций\", fontsize=14)\n",
"plt.legend()\n",
"plt.grid(alpha=0.3)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "2b29f753-2222-4ba5-8116-555022b9f74b",
"metadata": {},
"source": [
"Линейный график с измененным цветом и несколькими функциями"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "0be8f16c-0417-4ba8-a5df-40b62a2b20de",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Данные для bar\n",
"categories = ['Яблоки', 'Апельсины', 'Бананы', 'Груши']\n",
"values = np.random.randint(10, 50, size=4)\n",
"colors = ['#ff9999', '#66b3ff', '#99ff99', '#ffcc99']\n",
"\n",
"plt.figure(figsize=(12, 5))\n",
"\n",
"# Столбчатая диаграмма\n",
"plt.subplot(1, 2, 1)\n",
"plt.bar(categories, values, color=colors, edgecolor='black')\n",
"plt.title(\"Продажи фруктов\")\n",
"plt.ylabel(\"Количество\")\n",
"\n",
"# Точечный график\n",
"plt.subplot(1, 2, 2)\n",
"x = np.random.randn(100)\n",
"y = x + np.random.randn(100)*0.5\n",
"plt.scatter(x, y, color='purple', alpha=0.6, s=50)\n",
"plt.title(\"Точечный график\")\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5536dad9-0744-429f-a1d0-4bf7b5b73485",
"metadata": {},
"source": [
"Столбчатая диаграмма (bar) и точечный график (scatter)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "8f8320a4-459a-40c2-a0f7-629885f0cb07",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Генерируем данные\n",
"data1 = np.random.normal(0, 1, 1000)\n",
"data2 = np.random.normal(3, 1.5, 800)\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"# Гистограмма с прозрачностью и легендой\n",
"plt.hist(data1, bins=30, alpha=0.7, label='Распределение 1', color='blue')\n",
"plt.hist(data2, bins=30, alpha=0.7, label='Распределение 2', color='orange')\n",
"\n",
"plt.title(\"Сравнение распределений\", fontsize=14)\n",
"plt.xlabel(\"Значения\", fontsize=12)\n",
"plt.ylabel(\"Частота\", fontsize=12)\n",
"plt.legend(fontsize=12)\n",
"plt.grid(axis='y', alpha=0.3)\n",
"\n",
"# Добавляем вертикальную линию среднего\n",
"plt.axvline(x=np.mean(data1), color='blue', linestyle='dashed', linewidth=2)\n",
"plt.axvline(x=np.mean(data2), color='orange', linestyle='dashed', linewidth=2)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c0bdc99f-51f4-4d32-bde8-5b1ae141f6dd",
"metadata": {},
"source": [
"Гистограмма (hist) с настройками"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "57a0070c-403f-4532-862a-3513d5b3badb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"# Создаем новый DataFrame с другими значениями\n",
"data = {\n",
" \"Возраст\": np.random.randint(15, 25, size=50),\n",
" \"Оценка\": np.random.uniform(3, 5, size=50).round(1),\n",
" \"Группа\": np.random.choice([\"X\", \"Y\"], size=50)\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"# Настройка стиля Seaborn\n",
"sns.set_style(\"whitegrid\")\n",
"\n",
"# Гистограмма с распределением оценок\n",
"plt.figure(figsize=(10, 5))\n",
"sns.histplot(data=df, x=\"Оценка\", hue=\"Группа\", kde=True, bins=10, palette=\"husl\")\n",
"plt.title(\"Распределение оценок по группам\")\n",
"plt.show()\n",
"\n",
"# Точечный график возраста и оценок\n",
"plt.figure(figsize=(10, 5))\n",
"sns.scatterplot(data=df, x=\"Возраст\", y=\"Оценка\", hue=\"Группа\", \n",
" size=\"Оценка\", sizes=(20, 200), palette=\"viridis\")\n",
"plt.title(\"Зависимость оценки от возраста\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "55d417f2-9d41-434c-a84a-60bdd7dd4023",
"metadata": {},
"source": [
"Histplot и Scatterplot с новыми данными"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "2ee6217a-86c6-4b63-b91d-0d704934199f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pairplot анализ:\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1103.12x1000 with 14 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"# Создаем более сложный DataFrame\n",
"np.random.seed(42)\n",
"data = {\n",
" \"Продуктивность\": np.random.normal(7, 2, 100),\n",
" \"Часы_сна\": np.random.normal(8, 1.5, 100),\n",
" \"Кофеашек\": np.random.poisson(3, 100),\n",
" \"Стресс\": np.random.uniform(1, 10, 100),\n",
" \"Отдел\": np.random.choice([\"IT\", \"HR\", \"Finance\"], size=100)\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"# Парные графики\n",
"print(\"Pairplot анализ:\")\n",
"sns.pairplot(df, hue=\"Отдел\", palette=\"rocket\", corner=True)\n",
"plt.suptitle(\"Парные распределения по отделам\", y=1.02)\n",
"plt.show()\n",
"\n",
"# Тепловая карта корреляций (только числовые колонки)\n",
"plt.figure(figsize=(8, 6))\n",
"numeric_df = df.select_dtypes(include=[np.number])\n",
"sns.heatmap(numeric_df.corr(), annot=True, cmap=\"coolwarm\", vmin=-1, vmax=1,\n",
" linewidths=0.5, linecolor=\"black\", fmt=\".2f\")\n",
"plt.title(\"Корреляция между переменными\", pad=20)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "90da8fa4-f6e3-496f-9800-40704dffb54f",
"metadata": {},
"source": [
"Pairplot и Heatmap с расширенным набором данных"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "7c93732a-880f-427e-a558-5065cdbc3797",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Расчет общей стоимости товаров:\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка: 100%|███████████████████████████████████████████████████████████████████| 500/500 [00:02<00:00, 184.13row/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Первые 5 строк результата:\n",
" Товар Цена Количество Общая_стоимость\n",
"0 Продукт 1 2183.55 24 52405.20\n",
"1 Продукт 2 210.10 43 9034.30\n",
"2 Продукт 3 1416.52 34 48161.68\n",
"3 Продукт 4 2754.01 25 68850.25\n",
"4 Продукт 5 3204.04 29 92917.16\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"from tqdm import tqdm\n",
"import pandas as pd\n",
"import numpy as np\n",
"import time\n",
"\n",
"# Создаем DataFrame с тестовыми данными\n",
"data = {\n",
" 'Товар': [f'Продукт {i}' for i in range(1, 501)],\n",
" 'Цена': np.random.uniform(100, 5000, 500).round(2),\n",
" 'Количество': np.random.randint(1, 50, 500)\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"# Обработка данных с прогресс-баром\n",
"def process_row(row):\n",
" time.sleep(0.005) # Имитация сложных вычислений\n",
" return row['Цена'] * row['Количество']\n",
"\n",
"print(\"Расчет общей стоимости товаров:\")\n",
"results = []\n",
"for _, row in tqdm(df.iterrows(), total=len(df), desc='Обработка', unit='row'):\n",
" results.append(process_row(row))\n",
"\n",
"df['Общая_стоимость'] = results\n",
"print(\"\\nПервые 5 строк результата:\")\n",
"print(df.head())"
]
},
{
"cell_type": "markdown",
"id": "0a3e898e-5d75-414f-9e96-d6185eeff35a",
"metadata": {},
"source": [
"Обработка DataFrame с прогресс-баром (iterrows)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "5fcd4478-9fba-4b44-bf6c-a7172e4b2f00",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Имитация загрузки файлов:\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Прогресс: 100%|\u001b[32m████████████████████████████████████████\u001b[0m| 100/100 [00:08<00:00, 12.22step/s]\u001b[0m"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Всего загружено: 270.02 MB\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"from tqdm import tqdm\n",
"import time\n",
"import random\n",
"\n",
"# Настройки стиля\n",
"custom_style = {\n",
" 'desc': 'Прогресс', # Описание\n",
" 'bar_format': '{l_bar}{bar:40}{r_bar}', # Формат полосы\n",
" 'colour': 'GREEN', # Цвет\n",
" 'ncols': 80, # Ширина\n",
" 'unit': 'step', # Единица измерения\n",
" 'dynamic_ncols': True # Авто-ширина\n",
"}\n",
"\n",
"# Имитация загрузки файлов\n",
"files = [f'file_{i}.zip' for i in range(1, 101)]\n",
"total_size = 0\n",
"\n",
"print(\"Имитация загрузки файлов:\")\n",
"for file in tqdm(files, **custom_style):\n",
" file_size = random.uniform(0.5, 5.0) # Размер в MB\n",
" time.sleep(0.03 * file_size) # Задержка зависит от размера\n",
" total_size += file_size\n",
"\n",
"print(f\"\\nВсего загружено: {total_size:.2f} MB\")"
]
},
{
"cell_type": "markdown",
"id": "c23c5929-629d-4727-ab1b-ff56e224402f",
"metadata": {},
"source": [
" Кастомный прогресс-бар с описанием и стилизацией"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "639683cd-f61a-497a-8d61-6183091fcfeb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Данные загружены из локального файла\n",
"\n",
"=== Информация о данных ===\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 16598 entries, 0 to 16597\n",
"Data columns (total 11 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Rank 16598 non-null int64 \n",
" 1 Name 16598 non-null object \n",
" 2 Platform 16598 non-null object \n",
" 3 Year 16327 non-null float64\n",
" 4 Genre 16598 non-null object \n",
" 5 Publisher 16540 non-null object \n",
" 6 NA_Sales 16598 non-null float64\n",
" 7 EU_Sales 16598 non-null float64\n",
" 8 JP_Sales 16598 non-null float64\n",
" 9 Other_Sales 16598 non-null float64\n",
" 10 Global_Sales 16598 non-null float64\n",
"dtypes: float64(6), int64(1), object(4)\n",
"memory usage: 1.4+ MB\n",
"None\n",
"\n",
"=== Статистика числовых колонок ===\n",
" Rank Year NA_Sales EU_Sales JP_Sales \\\n",
"count 16598.000000 16327.000000 16598.000000 16598.000000 16598.000000 \n",
"mean 8300.605254 2006.406443 0.264667 0.146652 0.077782 \n",
"std 4791.853933 5.828981 0.816683 0.505351 0.309291 \n",
"min 1.000000 1980.000000 0.000000 0.000000 0.000000 \n",
"25% 4151.250000 2003.000000 0.000000 0.000000 0.000000 \n",
"50% 8300.500000 2007.000000 0.080000 0.020000 0.000000 \n",
"75% 12449.750000 2010.000000 0.240000 0.110000 0.040000 \n",
"max 16600.000000 2020.000000 41.490000 29.020000 10.220000 \n",
"\n",
" Other_Sales Global_Sales \n",
"count 16598.000000 16598.000000 \n",
"mean 0.048063 0.537441 \n",
"std 0.188588 1.555028 \n",
"min 0.000000 0.010000 \n",
"25% 0.000000 0.060000 \n",
"50% 0.010000 0.170000 \n",
"75% 0.040000 0.470000 \n",
"max 10.570000 82.740000 \n",
"\n",
"=== Пропущенные значения ===\n",
"Rank 0\n",
"Name 0\n",
"Platform 0\n",
"Year 271\n",
"Genre 0\n",
"Publisher 58\n",
"NA_Sales 0\n",
"EU_Sales 0\n",
"JP_Sales 0\n",
"Other_Sales 0\n",
"Global_Sales 0\n",
"dtype: int64\n",
"\n",
"Обработка данных...\n"
]
}
],
"source": [
"# Импорт библиотек\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from tqdm import tqdm\n",
"import numpy as np\n",
"\n",
"# Загрузка данных\n",
"try:\n",
" # Пробуем разные URL на случай изменения пути\n",
" urls = [\n",
" \"https://raw.githubusercontent.com/datasets/video-game-sales/main/data/vgsales.csv\",\n",
" \"https://github.com/datasets/video-game-sales/raw/main/data/vgsales.csv\"\n",
" ]\n",
" \n",
" for url in urls:\n",
" try:\n",
" df = pd.read_csv(url)\n",
" print(f\"Данные успешно загружены с {url}\")\n",
" break\n",
" except:\n",
" continue\n",
" else:\n",
" # Если URL не работают, пробуем локальный файл\n",
" try:\n",
" df = pd.read_csv('vgsales.csv')\n",
" print(\"Данные загружены из локального файла\")\n",
" except:\n",
" print(\"Не удалось загрузить данные\")\n",
" exit()\n",
"except Exception as e:\n",
" print(f\"Ошибка загрузки: {e}\")\n",
" exit()\n",
"\n",
"# Базовый анализ\n",
"print(\"\\n=== Информация о данных ===\")\n",
"print(df.info())\n",
"\n",
"print(\"\\n=== Статистика числовых колонок ===\")\n",
"print(df.describe())\n",
"\n",
"print(\"\\n=== Пропущенные значения ===\")\n",
"print(df.isnull().sum())\n",
"\n",
"# Предобработка данных\n",
"print(\"\\nОбработка данных...\")\n",
"df['Year'] = df['Year'].fillna(df['Year'].median()).astype(int)\n",
"\n",
"# Визуализация 1: Распределение продаж (Histplot)\n",
"plt.figure(figsize=(12, 6))\n",
"sns.histplot(data=df, x='Global_Sales', bins=50, kde=True, color='skyblue')\n",
"plt.title('Распределение мировых продаж видеоигр')\n",
"plt.xlabel('Продажи (миллионы)')\n",
"plt.ylabel('Количество игр')\n",
"plt.xlim(0, 10)\n",
"plt.savefig('sales_distribution.png')\n",
"plt.show()\n",
"\n",
"# Визуализация 2: Продажи по жанрам (Boxplot) - ИСПРАВЛЕННАЯ ВЕРСИЯ\n",
"plt.figure(figsize=(14, 7))\n",
"sns.boxplot(\n",
" data=df,\n",
" x='Genre',\n",
" y='Global_Sales',\n",
" hue='Genre', # Добавлен hue\n",
" palette='viridis',\n",
" legend=False # Отключена легенда\n",
")\n",
"plt.xticks(rotation=45)\n",
"plt.title('Распределение продаж по жанрам')\n",
"plt.xlabel('Жанр')\n",
"plt.ylabel('Продажи (миллионы)')\n",
"plt.ylim(0, 2)\n",
"plt.savefig('genre_sales.png')\n",
"plt.show()\n",
"\n",
"# Визуализация 3: Связь год-продажи (Scatterplot)\n",
"plt.figure(figsize=(12, 6))\n",
"sns.scatterplot(\n",
" data=df.sample(1000),\n",
" x='Year',\n",
" y='Global_Sales',\n",
" hue='Platform',\n",
" size='NA_Sales',\n",
" sizes=(20, 200),\n",
" alpha=0.7\n",
")\n",
"plt.title('Продажи игр по годам и платформам')\n",
"plt.xlabel('Год выпуска')\n",
"plt.ylabel('Мировые продажи (миллионы)')\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
"plt.savefig('year_sales.png')\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Обработка с tqdm (пример для больших данных)\n",
"if len(df) > 10000:\n",
" print(\"\\nОбработка больших данных...\")\n",
" results = []\n",
" for _, row in tqdm(df.iterrows(), total=len(df), desc='Анализ строк'):\n",
" if row['Global_Sales'] > 10:\n",
" results.append('Хит')\n",
" elif row['Global_Sales'] > 1:\n",
" results.append('Успешный')\n",
" else:\n",
" results.append('Обычный')\n",
" df['Sales_Category'] = results\n",
"\n",
"# Сохранение результатов\n",
"df.to_csv('processed_vgsales.csv', index=False)\n",
"print(\"\\nАнализ завершен! Результаты сохранены.\")"
]
},
{
"cell_type": "markdown",
"id": "e8804836-e5cf-4f41-8586-c321cd70694d",
"metadata": {},
"source": [
" Самостоятельное задание"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
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